Overview

Dataset statistics

Number of variables31
Number of observations43190
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.2 MiB
Average record size in memory248.0 B

Variable types

DateTime1
Categorical13
Numeric17

Alerts

Error 3 has constant value "0" Constant
SoH has constant value "100" Constant
Max discharge current has constant value "2000" Constant
Accel-X (mg) has constant value "0.0" Constant
Accel-Y (mg) has constant value "0.0" Constant
Accel-Z (mg) has constant value "0.0" Constant
Warning 1 is highly correlated with Error 1High correlation
Error 1 is highly correlated with Warning 1High correlation
Max cell voltage is highly correlated with Min cell voltage and 9 other fieldsHigh correlation
Min cell voltage is highly correlated with Max cell voltage and 9 other fieldsHigh correlation
Average cell voltage is highly correlated with Max cell voltage and 9 other fieldsHigh correlation
Pack voltage is highly correlated with Max cell voltage and 9 other fieldsHigh correlation
Charge current is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Discharge current is highly correlated with Max cell voltage and 3 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 4 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Max board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Min board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Remaining capacity is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
SoC is highly correlated with Max cell voltage and 8 other fieldsHigh correlation
GO detail is highly correlated with Max cell voltage and 8 other fieldsHigh correlation
Control detail 1 is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Max charge current is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1High correlation
Warning 2 is highly correlated with Error 2High correlation
Error 1 is highly correlated with Warning 1High correlation
Error 2 is highly correlated with Warning 2High correlation
Max cell voltage is highly correlated with Min cell voltage and 7 other fieldsHigh correlation
Min cell voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Average cell voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Pack voltage is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 4 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Max board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Min board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Remaining capacity is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
SoC is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
GO detail is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Control detail 1 is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Max charge current is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1High correlation
Error 1 is highly correlated with Warning 1High correlation
Max cell voltage is highly correlated with Min cell voltage and 6 other fieldsHigh correlation
Min cell voltage is highly correlated with Max cell voltage and 6 other fieldsHigh correlation
Average cell voltage is highly correlated with Max cell voltage and 5 other fieldsHigh correlation
Pack voltage is highly correlated with Max cell voltage and 5 other fieldsHigh correlation
Charge current is highly correlated with Min cell voltage and 2 other fieldsHigh correlation
Max battery temperature is highly correlated with Min battery temperature and 4 other fieldsHigh correlation
Min battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average battery temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Max board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Min board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Average board temperature is highly correlated with Max battery temperature and 4 other fieldsHigh correlation
Remaining capacity is highly correlated with Max cell voltage and 3 other fieldsHigh correlation
SoC is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
GO detail is highly correlated with Max cell voltage and 7 other fieldsHigh correlation
Control detail 1 is highly correlated with Remaining capacity and 1 other fieldsHigh correlation
Max charge current is highly correlated with Max cell voltage and 6 other fieldsHigh correlation
Accel-Z (mg) is highly correlated with Warning 2 and 11 other fieldsHigh correlation
Warning 2 is highly correlated with Accel-Z (mg) and 6 other fieldsHigh correlation
SoH is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Error 2 is highly correlated with Accel-Z (mg) and 6 other fieldsHigh correlation
Accel-Y (mg) is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
GO detail is highly correlated with Accel-Z (mg) and 5 other fieldsHigh correlation
Warning 3 is highly correlated with Accel-Z (mg) and 5 other fieldsHigh correlation
Accel-X (mg) is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Warning 1 is highly correlated with Accel-Z (mg) and 6 other fieldsHigh correlation
Error 3 is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Max discharge current is highly correlated with Accel-Z (mg) and 11 other fieldsHigh correlation
Control detail 2 is highly correlated with Accel-Z (mg) and 5 other fieldsHigh correlation
Error 1 is highly correlated with Accel-Z (mg) and 6 other fieldsHigh correlation
Warning 1 is highly correlated with Error 1 and 5 other fieldsHigh correlation
Warning 2 is highly correlated with Error 2 and 2 other fieldsHigh correlation
Error 1 is highly correlated with Warning 1 and 5 other fieldsHigh correlation
Error 2 is highly correlated with Warning 2High correlation
Max cell voltage is highly correlated with Warning 1 and 14 other fieldsHigh correlation
Min cell voltage is highly correlated with Warning 1 and 17 other fieldsHigh correlation
Average cell voltage is highly correlated with Warning 1 and 16 other fieldsHigh correlation
Pack voltage is highly correlated with Warning 1 and 16 other fieldsHigh correlation
Charge current is highly correlated with Max cell voltage and 1 other fieldsHigh correlation
Discharge current is highly correlated with Warning 2 and 4 other fieldsHigh correlation
Max battery temperature is highly correlated with Min cell voltage and 12 other fieldsHigh correlation
Min battery temperature is highly correlated with Max cell voltage and 13 other fieldsHigh correlation
Average battery temperature is highly correlated with Max cell voltage and 13 other fieldsHigh correlation
Max board temperature is highly correlated with Max cell voltage and 11 other fieldsHigh correlation
Min board temperature is highly correlated with Min cell voltage and 10 other fieldsHigh correlation
Average board temperature is highly correlated with Min cell voltage and 10 other fieldsHigh correlation
Remaining capacity is highly correlated with Max cell voltage and 10 other fieldsHigh correlation
SoC is highly correlated with Max cell voltage and 10 other fieldsHigh correlation
GO detail is highly correlated with Max cell voltage and 14 other fieldsHigh correlation
Control detail 1 is highly correlated with Max cell voltage and 13 other fieldsHigh correlation
Max charge current is highly correlated with Warning 1 and 15 other fieldsHigh correlation
time has unique values Unique
Charge current has 18760 (43.4%) zeros Zeros
Discharge current has 38712 (89.6%) zeros Zeros

Reproduction

Analysis started2022-06-20 07:48:13.319149
Analysis finished2022-06-20 07:49:26.561001
Duration1 minute and 13.24 seconds
Software versionpandas-profiling v3.2.0
Download configurationconfig.json

Variables

time
Date

UNIQUE

Distinct43190
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
Minimum2022-04-24 00:00:02
Maximum2022-05-24 01:04:18
Histogram with fixed size bins (bins=50)

Warning 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
42587 
40
 
423
32
 
174
8
 
6

Length

Max length2
Median length1
Mean length1.013822644
Min length1

Characters and Unicode

Total characters43787
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
042587
98.6%
40423
 
1.0%
32174
 
0.4%
86
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
042587
98.6%
40423
 
1.0%
32174
 
0.4%
86
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043010
98.2%
4423
 
1.0%
3174
 
0.4%
2174
 
0.4%
86
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43787
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043010
98.2%
4423
 
1.0%
3174
 
0.4%
2174
 
0.4%
86
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43787
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043010
98.2%
4423
 
1.0%
3174
 
0.4%
2174
 
0.4%
86
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43787
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043010
98.2%
4423
 
1.0%
3174
 
0.4%
2174
 
0.4%
86
 
< 0.1%

Warning 2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
43026 
1
 
161
32
 
2
128
 
1

Length

Max length3
Median length1
Mean length1.000092614
Min length1

Characters and Unicode

Total characters43194
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row0
2nd row0
3rd row0
4th row1
5th row0

Common Values

ValueCountFrequency (%)
043026
99.6%
1161
 
0.4%
322
 
< 0.1%
1281
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043026
99.6%
1161
 
0.4%
322
 
< 0.1%
1281
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043026
99.6%
1162
 
0.4%
23
 
< 0.1%
32
 
< 0.1%
81
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43194
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043026
99.6%
1162
 
0.4%
23
 
< 0.1%
32
 
< 0.1%
81
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43194
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043026
99.6%
1162
 
0.4%
23
 
< 0.1%
32
 
< 0.1%
81
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43194
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043026
99.6%
1162
 
0.4%
23
 
< 0.1%
32
 
< 0.1%
81
 
< 0.1%

Warning 3
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
43187 
64
 
3

Length

Max length2
Median length1
Mean length1.000069461
Min length1

Characters and Unicode

Total characters43193
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043187
> 99.9%
643
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043187
> 99.9%
643
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043187
> 99.9%
63
 
< 0.1%
43
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43193
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043187
> 99.9%
63
 
< 0.1%
43
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43193
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043187
> 99.9%
63
 
< 0.1%
43
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43193
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043187
> 99.9%
63
 
< 0.1%
43
 
< 0.1%

Error 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
42618 
40
 
403
32
 
163
8
 
6

Length

Max length2
Median length1
Mean length1.013104885
Min length1

Characters and Unicode

Total characters43756
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
042618
98.7%
40403
 
0.9%
32163
 
0.4%
86
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
042618
98.7%
40403
 
0.9%
32163
 
0.4%
86
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043021
98.3%
4403
 
0.9%
3163
 
0.4%
2163
 
0.4%
86
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43756
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043021
98.3%
4403
 
0.9%
3163
 
0.4%
2163
 
0.4%
86
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43756
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043021
98.3%
4403
 
0.9%
3163
 
0.4%
2163
 
0.4%
86
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43756
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043021
98.3%
4403
 
0.9%
3163
 
0.4%
2163
 
0.4%
86
 
< 0.1%

Error 2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
43151 
1
 
38
128
 
1

Length

Max length3
Median length1
Mean length1.000046307
Min length1

Characters and Unicode

Total characters43192
Distinct characters4
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043151
99.9%
138
 
0.1%
1281
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043151
99.9%
138
 
0.1%
1281
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043151
99.9%
139
 
0.1%
21
 
< 0.1%
81
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43192
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043151
99.9%
139
 
0.1%
21
 
< 0.1%
81
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43192
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043151
99.9%
139
 
0.1%
21
 
< 0.1%
81
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43192
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043151
99.9%
139
 
0.1%
21
 
< 0.1%
81
 
< 0.1%

Error 3
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
43190 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43190
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043190
100.0%

Most occurring characters

ValueCountFrequency (%)
043190
100.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43190
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043190
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common43190
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043190
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII43190
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043190
100.0%

Max cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct367
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3446.654828
Minimum3184
Maximum3996
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum3184
5-th percentile3309
Q13330
median3501
Q33521
95-th percentile3543
Maximum3996
Range812
Interquartile range (IQR)191

Descriptive statistics

Standard deviation93.00217461
Coefficient of variation (CV)0.02698331549
Kurtosis-1.084969755
Mean3446.654828
Median Absolute Deviation (MAD)38
Skewness-0.3587591255
Sum148861022
Variance8649.404482
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33283137
 
7.3%
33301466
 
3.4%
3503951
 
2.2%
3506924
 
2.1%
3504922
 
2.1%
3512920
 
2.1%
3510916
 
2.1%
3509895
 
2.1%
3516891
 
2.1%
3519856
 
2.0%
Other values (357)31312
72.5%
ValueCountFrequency (%)
31841
< 0.1%
31932
< 0.1%
31951
< 0.1%
31961
< 0.1%
32002
< 0.1%
32071
< 0.1%
32121
< 0.1%
32222
< 0.1%
32281
< 0.1%
32302
< 0.1%
ValueCountFrequency (%)
39961
< 0.1%
39691
< 0.1%
38811
< 0.1%
38621
< 0.1%
38501
< 0.1%
38462
< 0.1%
38451
< 0.1%
38391
< 0.1%
38371
< 0.1%
38331
< 0.1%

Min cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct351
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3428.59523
Minimum3080
Maximum3842
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum3080
5-th percentile3295
Q13322
median3481
Q33501
95-th percentile3522
Maximum3842
Range762
Interquartile range (IQR)179

Descriptive statistics

Standard deviation88.74419212
Coefficient of variation (CV)0.02588354301
Kurtosis-1.174884177
Mean3428.59523
Median Absolute Deviation (MAD)38
Skewness-0.4994310433
Sum148081028
Variance7875.531636
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33212376
 
5.5%
33222072
 
4.8%
33191333
 
3.1%
3486945
 
2.2%
3489929
 
2.2%
3492923
 
2.1%
3487918
 
2.1%
3495909
 
2.1%
3483909
 
2.1%
3500892
 
2.1%
Other values (341)30984
71.7%
ValueCountFrequency (%)
30801
< 0.1%
30841
< 0.1%
31031
< 0.1%
31131
< 0.1%
31151
< 0.1%
31182
< 0.1%
31221
< 0.1%
31271
< 0.1%
31331
< 0.1%
31371
< 0.1%
ValueCountFrequency (%)
38421
< 0.1%
38281
< 0.1%
37531
< 0.1%
37241
< 0.1%
37181
< 0.1%
37001
< 0.1%
36981
< 0.1%
36961
< 0.1%
36951
< 0.1%
36931
< 0.1%

Average cell voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct519
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3441.334591
Minimum3153
Maximum3966
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum3153
5-th percentile3303
Q13327
median3496
Q33516
95-th percentile3539
Maximum3966
Range813
Interquartile range (IQR)189

Descriptive statistics

Standard deviation92.74205015
Coefficient of variation (CV)0.02694944292
Kurtosis-1.188159524
Mean3441.334591
Median Absolute Deviation (MAD)38
Skewness-0.3849014528
Sum148631241
Variance8601.087865
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33272379
 
5.5%
33261687
 
3.9%
3325702
 
1.6%
3324656
 
1.5%
3506598
 
1.4%
3509575
 
1.3%
3497570
 
1.3%
3500570
 
1.3%
3501567
 
1.3%
3505565
 
1.3%
Other values (509)34321
79.5%
ValueCountFrequency (%)
31531
< 0.1%
31621
< 0.1%
31671
< 0.1%
31701
< 0.1%
31711
< 0.1%
31732
< 0.1%
31831
< 0.1%
31901
< 0.1%
31911
< 0.1%
31981
< 0.1%
ValueCountFrequency (%)
39661
< 0.1%
39341
< 0.1%
38511
< 0.1%
38191
< 0.1%
38181
< 0.1%
38121
< 0.1%
38002
< 0.1%
37992
< 0.1%
37981
< 0.1%
37971
< 0.1%

Pack voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct7466
Distinct (%)17.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean89491.84429
Minimum81977
Maximum103181
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum81977
5-th percentile85884
Q186534
median90913
Q391428
95-th percentile92032
Maximum103181
Range21204
Interquartile range (IQR)4894

Descriptive statistics

Standard deviation2408.326556
Coefficient of variation (CV)0.02691112889
Kurtosis-1.189301852
Mean89491.84429
Median Absolute Deviation (MAD)994
Skewness-0.3850143521
Sum3865152755
Variance5800036.802
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
86511262
 
0.6%
86512236
 
0.5%
86510219
 
0.5%
86513212
 
0.5%
86514188
 
0.4%
86527145
 
0.3%
86509145
 
0.3%
86508128
 
0.3%
86526128
 
0.3%
86528127
 
0.3%
Other values (7456)41400
95.9%
ValueCountFrequency (%)
819771
< 0.1%
823511
< 0.1%
824281
< 0.1%
824601
< 0.1%
824621
< 0.1%
825921
< 0.1%
827431
< 0.1%
829701
< 0.1%
829811
< 0.1%
831971
< 0.1%
ValueCountFrequency (%)
1031811
< 0.1%
1021831
< 0.1%
1001261
< 0.1%
993411
< 0.1%
993161
< 0.1%
990991
< 0.1%
988261
< 0.1%
988212
< 0.1%
987521
< 0.1%
987311
< 0.1%

Charge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct741
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9042.675434
Minimum0
Maximum232896
Zeros18760
Zeros (%)43.4%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median512
Q3576
95-th percentile4784
Maximum232896
Range232896
Interquartile range (IQR)576

Descriptive statistics

Standard deviation40898.88025
Coefficient of variation (CV)4.522873849
Kurtosis20.04924345
Mean9042.675434
Median Absolute Deviation (MAD)128
Skewness4.655845685
Sum390553152
Variance1672718406
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
018760
43.4%
57610441
24.2%
5128027
18.6%
6402585
 
6.0%
448618
 
1.4%
320302
 
0.7%
704129
 
0.3%
38457
 
0.1%
20563255
 
0.1%
20172848
 
0.1%
Other values (731)2168
 
5.0%
ValueCountFrequency (%)
018760
43.4%
320302
 
0.7%
38457
 
0.1%
448618
 
1.4%
5128027
18.6%
57610441
24.2%
6402585
 
6.0%
704129
 
0.3%
7681
 
< 0.1%
8961
 
< 0.1%
ValueCountFrequency (%)
2328961
 
< 0.1%
2328321
 
< 0.1%
2325761
 
< 0.1%
2325121
 
< 0.1%
2319365
 
< 0.1%
23180818
< 0.1%
2317446
 
< 0.1%
2316805
 
< 0.1%
2315529
< 0.1%
2314886
 
< 0.1%

Discharge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct1720
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8716.906691
Minimum0
Maximum801920
Zeros38712
Zeros (%)89.6%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile24832
Maximum801920
Range801920
Interquartile range (IQR)0

Descriptive statistics

Standard deviation46075.9805
Coefficient of variation (CV)5.285817795
Kurtosis70.20711928
Mean8716.906691
Median Absolute Deviation (MAD)0
Skewness7.507546263
Sum376483200
Variance2122995979
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
038712
89.6%
3200262
 
0.6%
3264163
 
0.4%
3328134
 
0.3%
3712126
 
0.3%
3776126
 
0.3%
2432125
 
0.3%
2496117
 
0.3%
345698
 
0.2%
236890
 
0.2%
Other values (1710)3237
 
7.5%
ValueCountFrequency (%)
038712
89.6%
3201
 
< 0.1%
3841
 
< 0.1%
4481
 
< 0.1%
7683
 
< 0.1%
10241
 
< 0.1%
10881
 
< 0.1%
11522
 
< 0.1%
13443
 
< 0.1%
14082
 
< 0.1%
ValueCountFrequency (%)
8019201
< 0.1%
7490561
< 0.1%
7279361
< 0.1%
7268481
< 0.1%
7227521
< 0.1%
6972161
< 0.1%
6868481
< 0.1%
6867201
< 0.1%
6771201
< 0.1%
6659841
< 0.1%

Max battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct230
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean28.14276684
Minimum13.7
Maximum36.6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum13.7
5-th percentile17.8
Q124.6
median29.4
Q332.1
95-th percentile34.5
Maximum36.6
Range22.9
Interquartile range (IQR)7.5

Descriptive statistics

Standard deviation5.024616417
Coefficient of variation (CV)0.1785402425
Kurtosis-0.1214518877
Mean28.14276684
Median Absolute Deviation (MAD)3.3
Skewness-0.7361506057
Sum1215486.1
Variance25.24677014
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
31.3705
 
1.6%
33624
 
1.4%
31.4613
 
1.4%
27.2596
 
1.4%
31590
 
1.4%
31.7590
 
1.4%
33.2587
 
1.4%
33.1584
 
1.4%
30569
 
1.3%
33.3554
 
1.3%
Other values (220)37178
86.1%
ValueCountFrequency (%)
13.778
0.2%
13.887
0.2%
13.952
0.1%
1459
0.1%
14.133
 
0.1%
14.233
 
0.1%
14.326
 
0.1%
14.417
 
< 0.1%
14.522
 
0.1%
14.639
0.1%
ValueCountFrequency (%)
36.65
 
< 0.1%
36.525
 
0.1%
36.479
0.2%
36.348
 
0.1%
36.242
 
0.1%
36.1116
0.3%
36162
0.4%
35.9117
0.3%
35.8110
0.3%
35.7185
0.4%

Min battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct226
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26.90612642
Minimum13
Maximum35.6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum13
5-th percentile16.7
Q123.6
median28.1
Q330.7
95-th percentile33.2
Maximum35.6
Range22.6
Interquartile range (IQR)7.1

Descriptive statistics

Standard deviation4.985234766
Coefficient of variation (CV)0.1852825148
Kurtosis-0.2323928797
Mean26.90612642
Median Absolute Deviation (MAD)3.4
Skewness-0.6904683168
Sum1162075.6
Variance24.85256568
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
29.61103
 
2.6%
30.1931
 
2.2%
29.1867
 
2.0%
30.6717
 
1.7%
31.6689
 
1.6%
29.5659
 
1.5%
28.1645
 
1.5%
32.1611
 
1.4%
29.7580
 
1.3%
28.6580
 
1.3%
Other values (216)35808
82.9%
ValueCountFrequency (%)
13105
0.2%
13.165
0.2%
13.246
0.1%
13.329
 
0.1%
13.436
 
0.1%
13.565
0.2%
13.639
 
0.1%
13.725
 
0.1%
13.824
 
0.1%
13.920
 
< 0.1%
ValueCountFrequency (%)
35.613
 
< 0.1%
35.525
 
0.1%
35.325
 
0.1%
35.2102
0.2%
35.1175
0.4%
3556
 
0.1%
34.93
 
< 0.1%
34.878
0.2%
34.7106
0.2%
34.6168
0.4%

Average battery temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct229
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.51398009
Minimum13.3
Maximum36.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum13.3
5-th percentile17.2
Q124.1
median28.8
Q331.4
95-th percentile33.9
Maximum36.1
Range22.8
Interquartile range (IQR)7.3

Descriptive statistics

Standard deviation4.99569084
Coefficient of variation (CV)0.1815691813
Kurtosis-0.1753976162
Mean27.51398009
Median Absolute Deviation (MAD)3.3
Skewness-0.709490093
Sum1188328.8
Variance24.95692697
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
30.2657
 
1.5%
29.6653
 
1.5%
32.8626
 
1.4%
32.7582
 
1.3%
30.1547
 
1.3%
30.6503
 
1.2%
31.2502
 
1.2%
30.3501
 
1.2%
30.4500
 
1.2%
32.5498
 
1.2%
Other values (219)37621
87.1%
ValueCountFrequency (%)
13.359
0.1%
13.498
0.2%
13.555
0.1%
13.658
0.1%
13.737
 
0.1%
13.833
 
0.1%
13.934
 
0.1%
1426
 
0.1%
14.119
 
< 0.1%
14.213
 
< 0.1%
ValueCountFrequency (%)
36.14
 
< 0.1%
3630
 
0.1%
35.927
 
0.1%
35.837
 
0.1%
35.733
 
0.1%
35.6117
0.3%
35.5140
0.3%
35.4166
0.4%
35.3104
0.2%
35.2104
0.2%

Max board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct444
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33.54936096
Minimum17.7
Maximum62.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum17.7
5-th percentile23.7
Q129.3
median32.9
Q336.1
95-th percentile48.6
Maximum62.1
Range44.4
Interquartile range (IQR)6.8

Descriptive statistics

Standard deviation7.093740117
Coefficient of variation (CV)0.2114418848
Kurtosis2.13953563
Mean33.54936096
Median Absolute Deviation (MAD)3.4
Skewness1.126827963
Sum1448996.9
Variance50.32114884
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33.8552
 
1.3%
34.1456
 
1.1%
33.1447
 
1.0%
32.7442
 
1.0%
33.2440
 
1.0%
34436
 
1.0%
30432
 
1.0%
31.8425
 
1.0%
34.7422
 
1.0%
32.2422
 
1.0%
Other values (434)38716
89.6%
ValueCountFrequency (%)
17.757
0.1%
17.814
 
< 0.1%
17.98
 
< 0.1%
185
 
< 0.1%
18.19
 
< 0.1%
18.215
 
< 0.1%
18.310
 
< 0.1%
18.418
 
< 0.1%
18.545
0.1%
18.623
0.1%
ValueCountFrequency (%)
62.12
 
< 0.1%
61.92
 
< 0.1%
61.82
 
< 0.1%
61.74
< 0.1%
61.61
 
< 0.1%
61.53
< 0.1%
61.42
 
< 0.1%
61.34
< 0.1%
61.25
< 0.1%
61.15
< 0.1%

Min board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct440
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.72523038
Minimum17.5
Maximum61.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum17.5
5-th percentile23.3
Q129
median32.7
Q335.7
95-th percentile43
Maximum61.5
Range44
Interquartile range (IQR)6.7

Descriptive statistics

Standard deviation6.212756736
Coefficient of variation (CV)0.189846081
Kurtosis2.757994418
Mean32.72523038
Median Absolute Deviation (MAD)3.4
Skewness0.9259717806
Sum1413402.7
Variance38.59834626
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33.1565
 
1.3%
32.1554
 
1.3%
33.8512
 
1.2%
33.5507
 
1.2%
34.7476
 
1.1%
31.5470
 
1.1%
32.3452
 
1.0%
36.2438
 
1.0%
31.2436
 
1.0%
31.9426
 
1.0%
Other values (430)38354
88.8%
ValueCountFrequency (%)
17.542
0.1%
17.628
0.1%
17.78
 
< 0.1%
17.83
 
< 0.1%
17.912
 
< 0.1%
1810
 
< 0.1%
18.113
 
< 0.1%
18.215
 
< 0.1%
18.341
0.1%
18.427
0.1%
ValueCountFrequency (%)
61.53
< 0.1%
61.31
 
< 0.1%
61.21
 
< 0.1%
61.14
< 0.1%
614
< 0.1%
60.93
< 0.1%
60.83
< 0.1%
60.71
 
< 0.1%
60.62
< 0.1%
60.52
< 0.1%

Average board temperature
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct442
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33.13629775
Minimum17.6
Maximum61.7
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum17.6
5-th percentile23.5
Q129.2
median32.8
Q336
95-th percentile45.6
Maximum61.7
Range44.1
Interquartile range (IQR)6.8

Descriptive statistics

Standard deviation6.595629957
Coefficient of variation (CV)0.1990454699
Kurtosis2.35066567
Mean33.13629775
Median Absolute Deviation (MAD)3.4
Skewness1.00210048
Sum1431156.7
Variance43.50233453
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33.1533
 
1.2%
34485
 
1.1%
32.3462
 
1.1%
33.6462
 
1.1%
32.1456
 
1.1%
34.7445
 
1.0%
33.2434
 
1.0%
33.5418
 
1.0%
33.9411
 
1.0%
33.7402
 
0.9%
Other values (432)38682
89.6%
ValueCountFrequency (%)
17.643
0.1%
17.727
0.1%
17.88
 
< 0.1%
17.95
 
< 0.1%
1810
 
< 0.1%
18.110
 
< 0.1%
18.213
 
< 0.1%
18.314
 
< 0.1%
18.441
0.1%
18.528
0.1%
ValueCountFrequency (%)
61.71
 
< 0.1%
61.61
 
< 0.1%
61.53
< 0.1%
61.44
< 0.1%
61.32
 
< 0.1%
61.22
 
< 0.1%
61.15
< 0.1%
611
 
< 0.1%
60.91
 
< 0.1%
60.82
 
< 0.1%

Remaining capacity
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2923
Distinct (%)6.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean724873.9392
Minimum439488
Maximum762880
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum439488
5-th percentile582144
Q1715008
median756224
Q3756288
95-th percentile756352
Maximum762880
Range323392
Interquartile range (IQR)41280

Descriptive statistics

Standard deviation57001.48693
Coefficient of variation (CV)0.07863641366
Kurtosis3.064730901
Mean724873.9392
Median Absolute Deviation (MAD)64
Skewness-1.921308892
Sum3.130730544 × 1010
Variance3249169513
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
75628813271
30.7%
7562249084
21.0%
7564161346
 
3.1%
7560321221
 
2.8%
756352840
 
1.9%
756160616
 
1.4%
762816429
 
1.0%
756096377
 
0.9%
762752128
 
0.3%
713984109
 
0.3%
Other values (2913)15769
36.5%
ValueCountFrequency (%)
4394881
< 0.1%
4396161
< 0.1%
4400641
< 0.1%
4403201
< 0.1%
4417921
< 0.1%
4423681
< 0.1%
4442241
< 0.1%
4449281
< 0.1%
4465921
< 0.1%
4474241
< 0.1%
ValueCountFrequency (%)
7628801
 
< 0.1%
762816429
1.0%
762752128
 
0.3%
7626241
 
< 0.1%
76256033
 
0.1%
7621761
 
< 0.1%
7619841
 
< 0.1%
7618561
 
< 0.1%
7608961
 
< 0.1%
7603841
 
< 0.1%

Full Charge Capacity
Real number (ℝ≥0)

Distinct126
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean756507.2315
Minimum755776
Maximum778880
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum755776
5-th percentile756096
Q1756224
median756288
Q3756288
95-th percentile756544
Maximum778880
Range23104
Interquartile range (IQR)64

Descriptive statistics

Standard deviation1305.538236
Coefficient of variation (CV)0.001725744556
Kurtosis54.05005518
Mean756507.2315
Median Absolute Deviation (MAD)64
Skewness6.474693321
Sum3.267354733 × 1010
Variance1704430.086
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
75628815745
36.5%
75622413167
30.5%
7564163048
 
7.1%
7563522140
 
5.0%
7561601959
 
4.5%
7564801861
 
4.3%
7560321503
 
3.5%
756544850
 
2.0%
762816704
 
1.6%
756096665
 
1.5%
Other values (116)1548
 
3.6%
ValueCountFrequency (%)
7557762
 
< 0.1%
75584010
 
< 0.1%
75590418
 
< 0.1%
755968411
 
1.0%
7560321503
 
3.5%
756096665
 
1.5%
7561601959
 
4.5%
75622413167
30.5%
75628815745
36.5%
7563522140
 
5.0%
ValueCountFrequency (%)
7788801
< 0.1%
7787521
< 0.1%
7784321
< 0.1%
7781121
< 0.1%
7778561
< 0.1%
7776001
< 0.1%
7771521
< 0.1%
7769601
< 0.1%
7768961
< 0.1%
7765761
< 0.1%

SoC
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct43
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean95.63148877
Minimum58
Maximum100
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum58
5-th percentile76
Q194
median100
Q3100
95-th percentile100
Maximum100
Range42
Interquartile range (IQR)6

Descriptive statistics

Standard deviation7.736848492
Coefficient of variation (CV)0.08090272976
Kurtosis2.834082204
Mean95.63148877
Median Absolute Deviation (MAD)0
Skewness-1.871259277
Sum4130324
Variance59.85882459
MonotonicityNot monotonic
Histogram with fixed size bins (bins=43)
ValueCountFrequency (%)
10027416
63.5%
891342
 
3.1%
991254
 
2.9%
981174
 
2.7%
941136
 
2.6%
971032
 
2.4%
761023
 
2.4%
86934
 
2.2%
81839
 
1.9%
95703
 
1.6%
Other values (33)6337
 
14.7%
ValueCountFrequency (%)
588
 
< 0.1%
5912
 
< 0.1%
6019
 
< 0.1%
6119
 
< 0.1%
6225
 
0.1%
6327
 
0.1%
6422
 
0.1%
65129
0.3%
6626
 
0.1%
6749
 
0.1%
ValueCountFrequency (%)
10027416
63.5%
991254
 
2.9%
981174
 
2.7%
971032
 
2.4%
96337
 
0.8%
95703
 
1.6%
941136
 
2.6%
93386
 
0.9%
92311
 
0.7%
91449
 
1.0%

SoH
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
100
43190 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129570
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row100
2nd row100
3rd row100
4th row100
5th row100

Common Values

ValueCountFrequency (%)
10043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
10043190
100.0%

Most occurring characters

ValueCountFrequency (%)
086380
66.7%
143190
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number129570
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086380
66.7%
143190
33.3%

Most occurring scripts

ValueCountFrequency (%)
Common129570
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086380
66.7%
143190
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129570
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086380
66.7%
143190
33.3%

GO detail
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
16
22307 
21
14164 
18
6657 
17
 
51
19
 
11

Length

Max length2
Median length2
Mean length2
Min length2

Characters and Unicode

Total characters86380
Distinct characters6
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row21
2nd row21
3rd row21
4th row21
5th row21

Common Values

ValueCountFrequency (%)
1622307
51.6%
2114164
32.8%
186657
 
15.4%
1751
 
0.1%
1911
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
1622307
51.6%
2114164
32.8%
186657
 
15.4%
1751
 
0.1%
1911
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
143190
50.0%
622307
25.8%
214164
 
16.4%
86657
 
7.7%
751
 
0.1%
911
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86380
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
143190
50.0%
622307
25.8%
214164
 
16.4%
86657
 
7.7%
751
 
0.1%
911
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common86380
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
143190
50.0%
622307
25.8%
214164
 
16.4%
86657
 
7.7%
751
 
0.1%
911
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII86380
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
143190
50.0%
622307
25.8%
214164
 
16.4%
86657
 
7.7%
751
 
0.1%
911
 
< 0.1%

Control detail 1
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean193.3375318
Minimum128
Maximum228
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum128
5-th percentile130
Q1130
median224
Q3224
95-th percentile225
Maximum228
Range100
Interquartile range (IQR)94

Descriptive statistics

Standard deviation44.24457041
Coefficient of variation (CV)0.2288462565
Kurtosis-1.462615376
Mean193.3375318
Median Absolute Deviation (MAD)0
Skewness-0.7328735167
Sum8350248
Variance1957.582011
MonotonicityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
22422272
51.6%
13014162
32.8%
2256668
 
15.4%
22885
 
0.2%
2262
 
< 0.1%
1281
 
< 0.1%
ValueCountFrequency (%)
1281
 
< 0.1%
13014162
32.8%
22422272
51.6%
2256668
 
15.4%
2262
 
< 0.1%
22885
 
0.2%
ValueCountFrequency (%)
22885
 
0.2%
2262
 
< 0.1%
2256668
 
15.4%
22422272
51.6%
13014162
32.8%
1281
 
< 0.1%

Control detail 2
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0
43189 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters43190
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number43190
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common43190
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII43190
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
043189
> 99.9%
11
 
< 0.1%

Max charge current
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct97
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean198.6373003
Minimum36
Maximum320
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size337.5 KiB

Quantile statistics

Minimum36
5-th percentile83
Q1102
median119
Q3320
95-th percentile320
Maximum320
Range284
Interquartile range (IQR)218

Descriptive statistics

Standard deviation106.9726484
Coefficient of variation (CV)0.5385325324
Kurtosis-1.863511088
Mean198.6373003
Median Absolute Deviation (MAD)42
Skewness0.1694488389
Sum8579145
Variance11443.1475
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
32017684
40.9%
1141590
 
3.7%
1091573
 
3.6%
1041540
 
3.6%
991361
 
3.2%
117961
 
2.2%
111916
 
2.1%
116914
 
2.1%
112897
 
2.1%
106878
 
2.0%
Other values (87)14876
34.4%
ValueCountFrequency (%)
36376
0.9%
3712
 
< 0.1%
3919
 
< 0.1%
4016
 
< 0.1%
419
 
< 0.1%
4226
 
0.1%
4417
 
< 0.1%
4510
 
< 0.1%
4611
 
< 0.1%
4722
 
0.1%
ValueCountFrequency (%)
32017684
40.9%
31694
 
0.2%
30866
 
0.2%
30491
 
0.2%
29697
 
0.2%
29262
 
0.1%
2883
 
< 0.1%
28493
 
0.2%
28089
 
0.2%
27296
 
0.2%

Max discharge current
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
2000
43190 

Length

Max length4
Median length4
Mean length4
Min length4

Characters and Unicode

Total characters172760
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2000
2nd row2000
3rd row2000
4th row2000
5th row2000

Common Values

ValueCountFrequency (%)
200043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
200043190
100.0%

Most occurring characters

ValueCountFrequency (%)
0129570
75.0%
243190
 
25.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number172760
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0129570
75.0%
243190
 
25.0%

Most occurring scripts

ValueCountFrequency (%)
Common172760
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
0129570
75.0%
243190
 
25.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII172760
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0129570
75.0%
243190
 
25.0%

Accel-X (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0.0
43190 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129570
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043190
100.0%

Most occurring characters

ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86380
66.7%
Other Punctuation43190
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086380
100.0%
Other Punctuation
ValueCountFrequency (%)
.43190
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129570
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129570
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Accel-Y (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0.0
43190 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129570
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043190
100.0%

Most occurring characters

ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86380
66.7%
Other Punctuation43190
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086380
100.0%
Other Punctuation
ValueCountFrequency (%)
.43190
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129570
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129570
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Accel-Z (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size337.5 KiB
0.0
43190 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129570
Distinct characters2
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.043190
100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

ValueCountFrequency (%)
0.043190
100.0%

Most occurring characters

ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86380
66.7%
Other Punctuation43190
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
086380
100.0%
Other Punctuation
ValueCountFrequency (%)
.43190
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129570
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129570
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
086380
66.7%
.43190
33.3%

Interactions

Correlations

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

timeWarning 1Warning 2Warning 3Error 1Error 2Error 3Max cell voltageMin cell voltageAverage cell voltagePack voltageCharge currentDischarge currentMax battery temperatureMin battery temperatureAverage battery temperatureMax board temperatureMin board temperatureAverage board temperatureRemaining capacityFull Charge CapacitySoCSoHGO detailControl detail 1Control detail 2Max charge currentMax discharge currentAccel-X (mg)Accel-Y (mg)Accel-Z (mg)
02022-05-11 00:00:02000000333033223328865460031.229.630.535.234.935.16645127564168710021130032020000.00.00.0
12022-05-11 00:01:0200000033193298331086075011968031.229.630.535.234.935.06640647564168710021130032020000.00.00.0
22022-05-11 00:02:0200000033033233328285327013440031.229.630.535.235.035.16609927564168710021130032020000.00.00.0
32022-05-11 00:03:0201000032633172323284198051174431.229.630.535.134.935.06567047564168610021130032020000.00.00.0
42022-05-11 00:04:02000000330733003305859540300831.229.730.535.134.935.06538247564168610021130032020000.00.00.0
52022-05-11 00:05:020000003310329633078595102816031.229.730.535.134.935.06535047564168610021130032020000.00.00.0
62022-05-11 00:06:02000000330733003306859520262431.329.730.535.034.935.06515847564168610021130032020000.00.00.0
72022-05-11 00:07:0200000033183292330185684010867231.329.730.635.034.935.06502407564168510021130032020000.00.00.0
82022-05-11 00:08:02000000331233043310860800307231.329.730.635.034.935.06492167564168510021130032020000.00.00.0
92022-05-11 00:09:02000000331633093314861760268831.329.730.635.034.934.96490247564168510021130032020000.00.00.0

Last rows

timeWarning 1Warning 2Warning 3Error 1Error 2Error 3Max cell voltageMin cell voltageAverage cell voltagePack voltageCharge currentDischarge currentMax battery temperatureMin battery temperatureAverage battery temperatureMax board temperatureMin board temperatureAverage board temperatureRemaining capacityFull Charge CapacitySoCSoHGO detailControl detail 1Control detail 2Max charge currentMax discharge currentAccel-X (mg)Accel-Y (mg)Accel-Z (mg)
431802022-05-06 23:50:0200000035303503352291586512027.126.526.848.439.143.77564167564161001001622409420000.00.00.0
431812022-05-06 23:51:0200000035283503352291574512027.226.526.848.939.144.07564167564161001001622409620000.00.00.0
431822022-05-06 23:52:0200000035273501352191555448027.226.526.848.539.243.87564167564161001001622409620000.00.00.0
431832022-05-06 23:53:0200000034183377340388672015328027.226.526.845.539.242.37555207564169910021130032020000.00.00.0
431842022-05-06 23:54:02000000342434093418888740027.226.526.841.839.040.47544327564169910021130032020000.00.00.0
431852022-05-06 23:55:02000000343134133424890550027.226.526.839.838.739.27544327564169910021130032020000.00.00.0
431862022-05-06 23:56:02000000343134163426891070027.226.526.838.838.338.57544327564169910021130032020000.00.00.0
431872022-05-06 23:57:02000000343434183428891370027.226.526.838.037.837.97544327564169910021130032020000.00.00.0
431882022-05-06 23:58:02000000343434163428891600027.226.526.837.437.337.47544327564169910021130032020000.00.00.0
431892022-05-06 23:59:02000000343634183428891610027.226.526.837.036.836.97544327564169910021130032020000.00.00.0